{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy import stats\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.covariance import EllipticEnvelope\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = (8,6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_dimensions = 2\n",
    "num_samples = 1000\n",
    "outlier_ratio = 0.01\n",
    "num_inliers = int(num_samples * (1-outlier_ratio))\n",
    "num_outliers = num_samples - num_inliers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_0 = np.random.randn(num_inliers//3, num_dimensions)\n",
    "x_1 = np.random.randn(num_inliers//3, num_dimensions) - 7\n",
    "x_2 = np.random.randn(num_inliers//3, num_dimensions) - 7\n",
    "x_rand = np.random.uniform(low=-10, high=10, size=(num_outliers, num_dimensions))\n",
    "\n",
    "# Add outliers sampled from a random uniform distribution\n",
    "x = np.r_[x_0, x_1, x_2, x_rand]\n",
    "\n",
    "# Generate labels, 1 for inliers and -1 for outliers\n",
    "labels = np.ones(num_samples, dtype=int)\n",
    "labels[-num_outliers:] = -1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Applying sklearn.svm.OneClassSVM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of errors: 12\n"
     ]
    }
   ],
   "source": [
    "from sklearn import svm\n",
    "\n",
    "classifier = svm.OneClassSVM(nu=0.99 * outlier_ratio + 0.01, kernel=\"rbf\", gamma=0.1)\n",
    "classifier.fit(x)\n",
    "y_pred = classifier.predict(x)\n",
    "num_errors = sum(y_pred != labels)\n",
    "print('Number of errors: {}'.format(num_errors))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Y2Ei/fv1YsGABc+bMMVg2tes5c+YMr776KvX19SxatIhRo0a1exkaGxvZvXs3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\nQUFBwUNQhLqCgoKCgoKH8P8BeXN/Aro0lakAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c2d6d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scores_pred = classifier.decision_function(x)\n",
    "threshold = stats.scoreatpercentile(scores_pred, 100 * outlier_ratio)\n",
    "xx, yy = np.meshgrid(np.linspace(-11,11,1000), np.linspace(-11,11,1000))\n",
    "Z = classifier.decision_function(np.c_[xx.ravel(), yy.ravel()])\n",
    "Z = Z.reshape(xx.shape)\n",
    "\n",
    "inlier_plot = plt.plot(x[:num_inliers,0], x[:num_inliers,1], 'go', label='inliers')\n",
    "outlier_plot = plt.plot(x[-num_outliers:,0], x[-num_outliers:,1], 'ko', label='outliers')\n",
    "\n",
    "plt.contour(xx, yy, Z, levels=[threshold],linewidths=5, colors='gray')\n",
    "plt.contour(xx, yy, Z, levels=np.linspace(Z.min(), threshold, 7), cmap=plt.cm.Greys_r)\n",
    "plt.contourf(xx, yy, Z, levels=[threshold, Z.max()], colors='gray')\n",
    "\n",
    "plt.xlim(-11,11)\n",
    "plt.ylim(-11,11)\n",
    "plt.legend(numpoints=1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Dhw7ccccd9OzZs96uxsvKysjJyTGns5lWnZtWod8s3QyurDK2t7c391S3sbG5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\nEQAaAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c4c4a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.r_[x_0, x_1, x_2]\n",
    "classifier = svm.OneClassSVM(nu=0.99 * outlier_ratio + 0.01, kernel=\"rbf\", gamma=0.1)\n",
    "classifier.fit(x)\n",
    "scores_pred = classifier.decision_function(x)\n",
    "threshold = stats.scoreatpercentile(scores_pred, 100 * outlier_ratio)\n",
    "xx, yy = np.meshgrid(np.linspace(-11,11,1000), np.linspace(-11,11,1000))\n",
    "Z = classifier.decision_function(np.c_[xx.ravel(), yy.ravel()])\n",
    "Z = Z.reshape(xx.shape)\n",
    "\n",
    "x = np.r_[x, x_rand]\n",
    "\n",
    "inlier_plot = plt.plot(x[:num_inliers,0], x[:num_inliers,1], 'go', label='inliers')\n",
    "outlier_plot = plt.plot(x[-num_outliers:,0], x[-num_outliers:,1], 'ko', label='outliers')\n",
    "\n",
    "plt.contour(xx, yy, Z, levels=[threshold],linewidths=5, colors='gray')\n",
    "plt.contour(xx, yy, Z, levels=np.linspace(Z.min(), threshold, 10), cmap=plt.cm.Greys_r)\n",
    "plt.contourf(xx, yy, Z, levels=[threshold, Z.max()], colors='gray')\n",
    "plt.xlim(-11,11)\n",
    "plt.ylim(-11,11)\n",
    "\n",
    "plt.legend(numpoints=1)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
